Overview

Brought to you by YData

Dataset statistics

Number of variables	61
Number of observations	74612
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	8
Duplicate rows (%)	< 0.1%
Total size in memory	10.3 MiB
Average record size in memory	145.0 B

Variable types

Numeric	7
Categorical	4
DateTime	1
Boolean	49

Alerts

Dataset has 8 (< 0.1%) duplicate rows	Duplicates
`Classification_Of_Accident_Non-fatal injury` is highly overall correlated with `Classification_Of_Accident_P.D. only` and 2 other fields	High correlation
`Classification_Of_Accident_P.D. only` is highly overall correlated with `Classification_Of_Accident_Non-fatal injury` and 2 other fields	High correlation
`Environment_Condition_Rain` is highly overall correlated with `Road_Surface_Condition_Wet`	High correlation
`Environment_Condition_Snow` is highly overall correlated with `Road_Surface_Condition_Loose snow`	High correlation
`Initial_Impact_Type_SMV unattended vehicle` is highly overall correlated with `Light_Unknown`	High correlation
`Lat` is highly overall correlated with `Long`	High correlation
`Light_Unknown` is highly overall correlated with `Initial_Impact_Type_SMV unattended vehicle`	High correlation
`Location_Type_Midblock` is highly overall correlated with `Traffic_Control_No control` and 1 other fields	High correlation
`Long` is highly overall correlated with `Lat`	High correlation
`Max_Injury_Fatal` is highly overall correlated with `Num_of_Fatal_Injuries`	High correlation
`Max_Injury_Minimal` is highly overall correlated with `Classification_Of_Accident_Non-fatal injury` and 1 other fields	High correlation
`Max_Injury_Minor` is highly overall correlated with `Classification_Of_Accident_Non-fatal injury` and 1 other fields	High correlation
`Num_of_Fatal_Injuries` is highly overall correlated with `Max_Injury_Fatal` and 4 other fields	High correlation
`Num_of_Injuries` is highly overall correlated with `Num_of_Fatal_Injuries` and 2 other fields	High correlation
`Num_of_Major_Injuries` is highly overall correlated with `Num_of_Fatal_Injuries`	High correlation
`Num_of_Minimal_Injuries` is highly overall correlated with `Num_of_Fatal_Injuries` and 1 other fields	High correlation
`Num_of_Minor_Injuries` is highly overall correlated with `Num_of_Fatal_Injuries` and 1 other fields	High correlation
`Road_Surface_Condition_Loose snow` is highly overall correlated with `Environment_Condition_Snow`	High correlation
`Road_Surface_Condition_Wet` is highly overall correlated with `Environment_Condition_Rain`	High correlation
`Traffic_Control_No control` is highly overall correlated with `Location_Type_Midblock` and 1 other fields	High correlation
`Traffic_Control_Traffic signal` is highly overall correlated with `Location_Type_Midblock` and 1 other fields	High correlation
`Num_Of_Pedestrians` is highly imbalanced (92.3%)	Imbalance
`Num_of_Bicycles` is highly imbalanced (93.4%)	Imbalance
`Num_of_Motorcycles` is highly imbalanced (96.4%)	Imbalance
`Num_of_Fatal_Injuries` is highly imbalanced (99.0%)	Imbalance
`Initial_Impact_Type_Approaching` is highly imbalanced (88.8%)	Imbalance
`Initial_Impact_Type_Other` is highly imbalanced (83.6%)	Imbalance
`Initial_Impact_Type_SMV unattended vehicle` is highly imbalanced (58.5%)	Imbalance
`Initial_Impact_Type_Turning movement` is highly imbalanced (51.9%)	Imbalance
`Road_Surface_Condition_Ice` is highly imbalanced (75.5%)	Imbalance
`Road_Surface_Condition_Loose sand or gravel` is highly imbalanced (99.0%)	Imbalance
`Road_Surface_Condition_Loose snow` is highly imbalanced (66.8%)	Imbalance
`Road_Surface_Condition_Mud` is highly imbalanced (99.8%)	Imbalance
`Road_Surface_Condition_Other` is highly imbalanced (99.4%)	Imbalance
`Road_Surface_Condition_Packed snow` is highly imbalanced (81.9%)	Imbalance
`Road_Surface_Condition_Slush` is highly imbalanced (78.1%)	Imbalance
`Road_Surface_Condition_Spilled liquid` is highly imbalanced (99.9%)	Imbalance
`Road_Surface_Condition_Unknown` is highly imbalanced (99.4%)	Imbalance
`Environment_Condition_Drifting Snow` is highly imbalanced (96.3%)	Imbalance
`Environment_Condition_Fog, mist, smoke, dust` is highly imbalanced (97.5%)	Imbalance
`Environment_Condition_Freezing Rain` is highly imbalanced (88.8%)	Imbalance
`Environment_Condition_Other` is highly imbalanced (99.5%)	Imbalance
`Environment_Condition_Rain` is highly imbalanced (57.0%)	Imbalance
`Environment_Condition_Snow` is highly imbalanced (51.9%)	Imbalance
`Environment_Condition_Strong wind` is highly imbalanced (98.5%)	Imbalance
`Environment_Condition_Unknown` is highly imbalanced (98.3%)	Imbalance
`Light_Dawn` is highly imbalanced (83.6%)	Imbalance
`Light_Dusk` is highly imbalanced (73.0%)	Imbalance
`Light_Other` is highly imbalanced (99.8%)	Imbalance
`Light_Unknown` is highly imbalanced (77.6%)	Imbalance
`Traffic_Control_MPS` is highly imbalanced (99.4%)	Imbalance
`Traffic_Control_Other` is highly imbalanced (99.2%)	Imbalance
`Traffic_Control_Ped. crossover` is highly imbalanced (99.6%)	Imbalance
`Traffic_Control_Roundabout` is highly imbalanced (89.8%)	Imbalance
`Traffic_Control_School bus` is highly imbalanced (99.9%)	Imbalance
`Traffic_Control_Stop sign` is highly imbalanced (50.2%)	Imbalance
`Traffic_Control_Traffic controller` is highly imbalanced (99.8%)	Imbalance
`Traffic_Control_Traffic gate` is highly imbalanced (99.8%)	Imbalance
`Traffic_Control_Yield sign` is highly imbalanced (94.9%)	Imbalance
`Max_Injury_Fatal` is highly imbalanced (98.0%)	Imbalance
`Max_Injury_Major` is highly imbalanced (92.8%)	Imbalance
`Max_Injury_Minimal` is highly imbalanced (64.5%)	Imbalance
`Max_Injury_Minor` is highly imbalanced (52.4%)	Imbalance
`Max_Injury_None` is highly imbalanced (99.2%)	Imbalance
`Num_of_Major_Injuries` is highly skewed (γ1 = 31.27932899)	Skewed
`Lat` is highly skewed (γ1 = -23.8028575)	Skewed
`Num_of_Injuries` has 61195 (82.0%) zeros	Zeros
`Num_of_Minimal_Injuries` has 68879 (92.3%) zeros	Zeros
`Num_of_Minor_Injuries` has 66808 (89.5%) zeros	Zeros
`Num_of_Major_Injuries` has 73941 (99.1%) zeros	Zeros

Reproduction

Analysis started	2024-11-21 00:06:44.874088
Analysis finished	2024-11-21 00:07:32.736877
Duration	47.86 seconds
Software version	ydata-profiling vv4.12.0
Download configuration	config.json

Num_of_Vehicle
Real number (ℝ)

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.8412186

Minimum	1
Maximum	25
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	583.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	2
95-th percentile	3
Maximum	25
Range	24
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.58651207
Coefficient of variation (CV)	0.3185456
Kurtosis	36.938837
Mean	1.8412186
Median Absolute Deviation (MAD)	0
Skewness	1.5433167
Sum	137377
Variance	0.34399641
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	51248	68.7%
1	18127	24.3%
3	4425	5.9%
4	660	0.9%
5	112	0.2%
6	24	< 0.1%
7	12	< 0.1%
9	2	< 0.1%
8	1	< 0.1%
25	1	< 0.1%

Value	Count	Frequency (%)
1	18127	24.3%
2	51248	68.7%
3	4425	5.9%
4	660	0.9%
5	112	0.2%
6	24	< 0.1%
7	12	< 0.1%
8	1	< 0.1%
9	2	< 0.1%
25	1	< 0.1%

Value	Count	Frequency (%)
25	1	< 0.1%
9	2	< 0.1%
8	1	< 0.1%
7	12	< 0.1%
6	24	< 0.1%
5	112	0.2%
4	660	0.9%
3	4425	5.9%
2	51248	68.7%
1	18127	24.3%

Num_Of_Pedestrians
Categorical

Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	583.0 KiB

0	73015
1	1535
2	58
3	4

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	74612
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	73015	97.9%
1	1535	2.1%
2	58	0.1%
3	4	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	73015	97.9%
1	1535	2.1%
2	58	0.1%
3	4	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	73015	97.9%
1	1535	2.1%
2	58	0.1%
3	4	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	74612	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	73015	97.9%
1	1535	2.1%
2	58	0.1%
3	4	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	74612	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	73015	97.9%
1	1535	2.1%
2	58	0.1%
3	4	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	74612	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	73015	97.9%
1	1535	2.1%
2	58	0.1%
3	4	< 0.1%

Num_of_Bicycles
Categorical

Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	583.0 KiB

0.0	73265
1.0	1335
2.0	10
3.0	2

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	223836
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	73265	98.2%
1.0	1335	1.8%
2.0	10	< 0.1%
3.0	2	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	73265	98.2%
1.0	1335	1.8%
2.0	10	< 0.1%
3.0	2	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	147877	66.1%
.	74612	33.3%
1	1335	0.6%
2	10	< 0.1%
3	2	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	223836	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	147877	66.1%
.	74612	33.3%
1	1335	0.6%
2	10	< 0.1%
3	2	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	223836	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	147877	66.1%
.	74612	33.3%
1	1335	0.6%
2	10	< 0.1%
3	2	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	223836	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	147877	66.1%
.	74612	33.3%
1	1335	0.6%
2	10	< 0.1%
3	2	< 0.1%

Num_of_Motorcycles
Categorical

Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	583.0 KiB

0.0	73975
1.0	628
2.0	8
3.0	1

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	223836
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	73975	99.1%
1.0	628	0.8%
2.0	8	< 0.1%
3.0	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	73975	99.1%
1.0	628	0.8%
2.0	8	< 0.1%
3.0	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	148587	66.4%
.	74612	33.3%
1	628	0.3%
2	8	< 0.1%
3	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	223836	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	148587	66.4%
.	74612	33.3%
1	628	0.3%
2	8	< 0.1%
3	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	223836	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	148587	66.4%
.	74612	33.3%
1	628	0.3%
2	8	< 0.1%
3	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	223836	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	148587	66.4%
.	74612	33.3%
1	628	0.3%
2	8	< 0.1%
3	1	< 0.1%

Num_of_Injuries
Real number (ℝ)

High correlation Zeros

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.23347451

Minimum	0
Maximum	38
Zeros	61195
Zeros (%)	82.0%
Negative	0
Negative (%)	0.0%
Memory size	583.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	38
Range	38
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.58800648
Coefficient of variation (CV)	2.518504
Kurtosis	242.63414
Mean	0.23347451
Median Absolute Deviation (MAD)	0
Skewness	6.6191692
Sum	17420
Variance	0.34575162
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	61195	82.0%
1	10497	14.1%
2	2193	2.9%
3	523	0.7%
4	129	0.2%
5	46	0.1%
6	18	< 0.1%
7	5	< 0.1%
8	4	< 0.1%
38	1	< 0.1%

Value	Count	Frequency (%)
0	61195	82.0%
1	10497	14.1%
2	2193	2.9%
3	523	0.7%
4	129	0.2%
5	46	0.1%
6	18	< 0.1%
7	5	< 0.1%
8	4	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
38	1	< 0.1%
9	1	< 0.1%
8	4	< 0.1%
7	5	< 0.1%
6	18	< 0.1%
5	46	0.1%
4	129	0.2%
3	523	0.7%
2	2193	2.9%
1	10497	14.1%

Num_of_Minimal_Injuries
Real number (ℝ)

High correlation Zeros

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.093202166

Minimum	0
Maximum	11
Zeros	68879
Zeros (%)	92.3%
Negative	0
Negative (%)	0.0%
Memory size	583.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	11
Range	11
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.35866256
Coefficient of variation (CV)	3.8482214
Kurtosis	49.645612
Mean	0.093202166
Median Absolute Deviation (MAD)	0
Skewness	5.3905638
Sum	6954
Variance	0.12863884
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	68879	92.3%
1	4779	6.4%
2	769	1.0%
3	138	0.2%
4	30	< 0.1%
5	10	< 0.1%
8	2	< 0.1%
7	2	< 0.1%
6	2	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
0	68879	92.3%
1	4779	6.4%
2	769	1.0%
3	138	0.2%
4	30	< 0.1%
5	10	< 0.1%
6	2	< 0.1%
7	2	< 0.1%
8	2	< 0.1%
11	1	< 0.1%

Value	Count	Frequency (%)
11	1	< 0.1%
8	2	< 0.1%
7	2	< 0.1%
6	2	< 0.1%
5	10	< 0.1%
4	30	< 0.1%
3	138	0.2%
2	769	1.0%
1	4779	6.4%
0	68879	92.3%

Num_of_Minor_Injuries
Real number (ℝ)

High correlation Zeros

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.12827695

Minimum	0
Maximum	10
Zeros	66808
Zeros (%)	89.5%
Negative	0
Negative (%)	0.0%
Memory size	583.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	10
Range	10
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.42041275
Coefficient of variation (CV)	3.2773833
Kurtosis	32.912029
Mean	0.12827695
Median Absolute Deviation (MAD)	0
Skewness	4.5402053
Sum	9571
Variance	0.17674688
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	66808	89.5%
1	6465	8.7%
2	1045	1.4%
3	213	0.3%
4	48	0.1%
5	23	< 0.1%
6	6	< 0.1%
8	1	< 0.1%
10	1	< 0.1%
7	1	< 0.1%

Value	Count	Frequency (%)
0	66808	89.5%
1	6465	8.7%
2	1045	1.4%
3	213	0.3%
4	48	0.1%
5	23	< 0.1%
6	6	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
10	1	< 0.1%
9	1	< 0.1%
8	1	< 0.1%
7	1	< 0.1%
6	6	< 0.1%
5	23	< 0.1%
4	48	0.1%
3	213	0.3%
2	1045	1.4%
1	6465	8.7%

Num_of_Major_Injuries
Real number (ℝ)

High correlation Skewed Zeros

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0099715863

Minimum	0
Maximum	14
Zeros	73941
Zeros (%)	99.1%
Negative	0
Negative (%)	0.0%
Memory size	583.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	14
Range	14
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.11967469
Coefficient of variation (CV)	12.00157
Kurtosis	2660.2527
Mean	0.0099715863
Median Absolute Deviation (MAD)	0
Skewness	31.279329
Sum	744
Variance	0.014322032
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
0	73941	99.1%
1	622	0.8%
2	39	0.1%
3	6	< 0.1%
4	3	< 0.1%
14	1	< 0.1%

Value	Count	Frequency (%)
0	73941	99.1%
1	622	0.8%
2	39	0.1%
3	6	< 0.1%
4	3	< 0.1%
14	1	< 0.1%

Value	Count	Frequency (%)
14	1	< 0.1%
4	3	< 0.1%
3	6	< 0.1%
2	39	0.1%
1	622	0.8%
0	73941	99.1%

Num_of_Fatal_Injuries
Categorical

High correlation Imbalance

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	583.0 KiB

0.0	74471
1.0	132
2.0	8
3.0	1

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	223836
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	74471	99.8%
1.0	132	0.2%
2.0	8	< 0.1%
3.0	1	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	74471	99.8%
1.0	132	0.2%
2.0	8	< 0.1%
3.0	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	149083	66.6%
.	74612	33.3%
1	132	0.1%
2	8	< 0.1%
3	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	223836	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	149083	66.6%
.	74612	33.3%
1	132	0.1%
2	8	< 0.1%
3	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	223836	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	149083	66.6%
.	74612	33.3%
1	132	0.1%
2	8	< 0.1%
3	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	223836	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	149083	66.6%
.	74612	33.3%
1	132	0.1%
2	8	< 0.1%
3	1	< 0.1%

Lat
Real number (ℝ)

High correlation Skewed

Distinct	42389
Distinct (%)	56.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	45.29193

Minimum	0
Maximum	45.524921
Zeros	76
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	583.0 KiB

Quantile statistics

Minimum	0
5-th percentile	45.253606
Q1	45.333451
median	45.378984
Q3	45.418314
95-th percentile	45.460853
Maximum	45.524921
Range	45.524921
Interquartile range (IQR)	0.08486305

Descriptive statistics

Standard deviation	1.843572
Coefficient of variation (CV)	0.040704204
Kurtosis	566.14395
Mean	45.29193
Median Absolute Deviation (MAD)	0.041780475
Skewness	-23.802858
Sum	3379321.5
Variance	3.3987576
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
45.46414526	229	0.3%
45.33460787	208	0.3%
45.48898157	177	0.2%
45.46085266	158	0.2%
45.33417384	154	0.2%
45.35150226	140	0.2%
45.32869813	139	0.2%
45.27053061	136	0.2%
45.37040769	136	0.2%
45.41648492	132	0.2%
Other values (42379)	73003	97.8%

Value	Count	Frequency (%)
0	76	0.1%
3.318485223	50	0.1%
3.341503337	5	< 0.1%
44.96795959	1	< 0.1%
44.96797999	1	< 0.1%
44.96979868	1	< 0.1%
44.97028019	1	< 0.1%
44.97358922	1	< 0.1%
44.98083128	1	< 0.1%
44.98106813	1	< 0.1%

Value	Count	Frequency (%)
45.52492133	1	< 0.1%
45.52476088	1	< 0.1%
45.52470204	5	< 0.1%
45.52468914	1	< 0.1%
45.52464234	1	< 0.1%
45.52452523	1	< 0.1%
45.52440728	1	< 0.1%
45.52440692	1	< 0.1%
45.52440179	1	< 0.1%
45.52440045	1	< 0.1%

Long
Real number (ℝ)

High correlation

Distinct	42172
Distinct (%)	56.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-75.710325

Minimum	-79.23729
Maximum	-75.261583
Zeros	0
Zeros (%)	0.0%
Negative	74612
Negative (%)	100.0%
Memory size	583.0 KiB

Quantile statistics

Minimum	-79.23729
5-th percentile	-75.929355
Q1	-75.755176
median	-75.696671
Q3	-75.642484
95-th percentile	-75.498398
Maximum	-75.261583
Range	3.975707
Interquartile range (IQR)	0.11269275

Descriptive statistics

Standard deviation	0.16799797
Coefficient of variation (CV)	-0.0022189572
Kurtosis	196.44678
Mean	-75.710325
Median Absolute Deviation (MAD)	0.056860655
Skewness	-9.6435503
Sum	-5648898.8
Variance	0.028223318
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-75.54012559	229	0.3%
-75.69319006	208	0.3%
-75.47774271	177	0.2%
-75.48780963	158	0.2%
-75.70057066	154	0.2%
-75.76297753	140	0.2%
-75.74897241	139	0.2%
-75.74638832	136	0.2%
-75.66330343	136	0.2%
-75.60244499	133	0.2%
Other values (42162)	73002	97.8%

Value	Count	Frequency (%)
-79.23728992	76	0.1%
-76.33938433	1	< 0.1%
-76.33804351	1	< 0.1%
-76.3378556	1	< 0.1%
-76.33587105	1	< 0.1%
-76.33458758	1	< 0.1%
-76.33374987	2	< 0.1%
-76.33372086	1	< 0.1%
-76.3336814	1	< 0.1%
-76.33313338	1	< 0.1%

Value	Count	Frequency (%)
-75.26158294	1	< 0.1%
-75.26813064	1	< 0.1%
-75.26816498	1	< 0.1%
-75.26880567	2	< 0.1%
-75.26893514	1	< 0.1%
-75.27313672	1	< 0.1%
-75.27461775	1	< 0.1%
-75.27512905	1	< 0.1%
-75.27646836	1	< 0.1%
-75.27867728	1	< 0.1%

Accident_Timestamp
Date

Distinct	70162
Distinct (%)	94.0%
Missing	0
Missing (%)	0.0%
Memory size	583.0 KiB

Minimum	2017-01-01 00:15:00
Maximum	2022-12-30 14:20:00

Histogram with fixed size bins (bins=50)

Location_Type_Midblock
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	40441
True	34171

Value	Count	Frequency (%)
False	40441	54.2%
True	34171	45.8%

Classification_Of_Accident_Non-fatal injury
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	61336
True	13276

Value	Count	Frequency (%)
False	61336	82.2%
True	13276	17.8%

Classification_Of_Accident_P.D. only
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

True	61195
False	13417

Value	Count	Frequency (%)
True	61195	82.0%
False	13417	18.0%

Initial_Impact_Type_Approaching
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	73500
True	1112

Value	Count	Frequency (%)
False	73500	98.5%
True	1112	1.5%

Initial_Impact_Type_Other
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	72814
True	1798

Value	Count	Frequency (%)
False	72814	97.6%
True	1798	2.4%

Initial_Impact_Type_Rear end
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	49831
True	24781

Value	Count	Frequency (%)
False	49831	66.8%
True	24781	33.2%

Initial_Impact_Type_SMV other
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	62727
True	11885

Value	Count	Frequency (%)
False	62727	84.1%
True	11885	15.9%

Initial_Impact_Type_SMV unattended vehicle
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	68372
True	6240

Value	Count	Frequency (%)
False	68372	91.6%
True	6240	8.4%

Initial_Impact_Type_Sideswipe
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	64039
True	10573

Value	Count	Frequency (%)
False	64039	85.8%
True	10573	14.2%

Initial_Impact_Type_Turning movement
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	66858
True	7754

Value	Count	Frequency (%)
False	66858	89.6%
True	7754	10.4%

Road_Surface_Condition_Ice
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	71581
True	3031

Value	Count	Frequency (%)
False	71581	95.9%
True	3031	4.1%

Road_Surface_Condition_Loose sand or gravel
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	74549
True	63

Value	Count	Frequency (%)
False	74549	99.9%
True	63	0.1%

Road_Surface_Condition_Loose snow
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	70053
True	4559

Value	Count	Frequency (%)
False	70053	93.9%
True	4559	6.1%

Road_Surface_Condition_Mud
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	74602
True	10

Value	Count	Frequency (%)
False	74602	> 99.9%
True	10	< 0.1%

Road_Surface_Condition_Other
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	74576
True	36

Value	Count	Frequency (%)
False	74576	> 99.9%
True	36	< 0.1%

Road_Surface_Condition_Packed snow
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	72573
True	2039

Value	Count	Frequency (%)
False	72573	97.3%
True	2039	2.7%

Road_Surface_Condition_Slush
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	72004
True	2608

Value	Count	Frequency (%)
False	72004	96.5%
True	2608	3.5%

Road_Surface_Condition_Spilled liquid
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	74605
True	7

Value	Count	Frequency (%)
False	74605	> 99.9%
True	7	< 0.1%

Road_Surface_Condition_Unknown
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	74574
True	38

Value	Count	Frequency (%)
False	74574	99.9%
True	38	0.1%

Road_Surface_Condition_Wet
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	61901
True	12711

Value	Count	Frequency (%)
False	61901	83.0%
True	12711	17.0%

Environment_Condition_Drifting Snow
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	74322
True	290

Value	Count	Frequency (%)
False	74322	99.6%
True	290	0.4%

Environment_Condition_Fog, mist, smoke, dust
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	74425
True	187

Value	Count	Frequency (%)
False	74425	99.7%
True	187	0.3%

Environment_Condition_Freezing Rain
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	73500
True	1112

Value	Count	Frequency (%)
False	73500	98.5%
True	1112	1.5%

Environment_Condition_Other
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	74583
True	29

Value	Count	Frequency (%)
False	74583	> 99.9%
True	29	< 0.1%

Environment_Condition_Rain
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	68050
True	6562

Value	Count	Frequency (%)
False	68050	91.2%
True	6562	8.8%

Environment_Condition_Snow
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	66873
True	7739

Value	Count	Frequency (%)
False	66873	89.6%
True	7739	10.4%

Environment_Condition_Strong wind
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	74511
True	101

Value	Count	Frequency (%)
False	74511	99.9%
True	101	0.1%

Environment_Condition_Unknown
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	74493
True	119

Value	Count	Frequency (%)
False	74493	99.8%
True	119	0.2%

Light_Dawn
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	72809
True	1803

Value	Count	Frequency (%)
False	72809	97.6%
True	1803	2.4%

Light_Daylight
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

True	49858
False	24754

Value	Count	Frequency (%)
True	49858	66.8%
False	24754	33.2%

Light_Dusk
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	71167
True	3445

Value	Count	Frequency (%)
False	71167	95.4%
True	3445	4.6%

Light_Other
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	74602
True	10

Value	Count	Frequency (%)
False	74602	> 99.9%
True	10	< 0.1%

Light_Unknown
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	71921
True	2691

Value	Count	Frequency (%)
False	71921	96.4%
True	2691	3.6%

Traffic_Control_MPS
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	74579
True	33

Value	Count	Frequency (%)
False	74579	> 99.9%
True	33	< 0.1%

Traffic_Control_No control
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	39973
True	34639

Value	Count	Frequency (%)
False	39973	53.6%
True	34639	46.4%

Traffic_Control_Other
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	74564
True	48

Value	Count	Frequency (%)
False	74564	99.9%
True	48	0.1%

Traffic_Control_Ped. crossover
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	74588
True	24

Value	Count	Frequency (%)
False	74588	> 99.9%
True	24	< 0.1%

Traffic_Control_Roundabout
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	73620
True	992

Value	Count	Frequency (%)
False	73620	98.7%
True	992	1.3%

Traffic_Control_School bus
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	74607
True	5

Value	Count	Frequency (%)
False	74607	> 99.9%
True	5	< 0.1%

Traffic_Control_Stop sign
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	66447
True	8165

Value	Count	Frequency (%)
False	66447	89.1%
True	8165	10.9%

Traffic_Control_Traffic controller
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	74603
True	9

Value	Count	Frequency (%)
False	74603	> 99.9%
True	9	< 0.1%

Traffic_Control_Traffic gate
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	74604
True	8

Value	Count	Frequency (%)
False	74604	> 99.9%
True	8	< 0.1%

Traffic_Control_Traffic signal
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	44440
True	30172

Value	Count	Frequency (%)
False	44440	59.6%
True	30172	40.4%

Traffic_Control_Yield sign
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	74183
True	429

Value	Count	Frequency (%)
False	74183	99.4%
True	429	0.6%

Max_Injury_Fatal
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	74471
True	141

Value	Count	Frequency (%)
False	74471	99.8%
True	141	0.2%

Max_Injury_Major
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	73961
True	651

Value	Count	Frequency (%)
False	73961	99.1%
True	651	0.9%

Max_Injury_Minimal
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	69605
True	5007

Value	Count	Frequency (%)
False	69605	93.3%
True	5007	6.7%

Max_Injury_Minor
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	66994
True	7618

Value	Count	Frequency (%)
False	66994	89.8%
True	7618	10.2%

Max_Injury_None
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	73.0 KiB

False	74560
True	52

Value	Count	Frequency (%)
False	74560	99.9%
True	52	0.1%

Interactions

Correlations

	Classification_Of_Accident_Non-fatal injury	Classification_Of_Accident_P.D. only	Environment_Condition_Drifting Snow	Environment_Condition_Fog, mist, smoke, dust	Environment_Condition_Freezing Rain	Environment_Condition_Other	Environment_Condition_Rain	Environment_Condition_Snow	Environment_Condition_Strong wind	Environment_Condition_Unknown	Initial_Impact_Type_Approaching	Initial_Impact_Type_Other	Initial_Impact_Type_Rear end	Initial_Impact_Type_SMV other	Initial_Impact_Type_SMV unattended vehicle	Initial_Impact_Type_Sideswipe	Initial_Impact_Type_Turning movement	Lat	Light_Dawn	Light_Daylight	Light_Dusk	Light_Other	Light_Unknown	Location_Type_Midblock	Long	Max_Injury_Fatal	Max_Injury_Major	Max_Injury_Minimal	Max_Injury_Minor	Max_Injury_None	Num_Of_Pedestrians	Num_of_Bicycles	Num_of_Fatal_Injuries	Num_of_Injuries	Num_of_Major_Injuries	Num_of_Minimal_Injuries	Num_of_Minor_Injuries	Num_of_Motorcycles	Num_of_Vehicle	Road_Surface_Condition_Ice	Road_Surface_Condition_Loose sand or gravel	Road_Surface_Condition_Loose snow	Road_Surface_Condition_Mud	Road_Surface_Condition_Other	Road_Surface_Condition_Packed snow	Road_Surface_Condition_Slush	Road_Surface_Condition_Spilled liquid	Road_Surface_Condition_Unknown	Road_Surface_Condition_Wet	Traffic_Control_MPS	Traffic_Control_No control	Traffic_Control_Other	Traffic_Control_Ped. crossover	Traffic_Control_Roundabout	Traffic_Control_School bus	Traffic_Control_Stop sign	Traffic_Control_Traffic controller	Traffic_Control_Traffic gate	Traffic_Control_Traffic signal	Traffic_Control_Yield sign
Classification_Of_Accident_Non-fatal injury	1.000	0.994	0.011	0.002	0.015	0.000	0.001	0.047	0.000	0.008	0.030	0.032	0.002	0.096	0.123	0.119	0.089	0.004	0.004	0.030	0.000	0.001	0.089	0.084	0.031	0.019	0.201	0.576	0.725	0.011	0.294	0.238	0.019	0.107	0.049	0.244	0.288	0.131	0.041	0.022	0.007	0.036	0.000	0.000	0.033	0.033	0.007	0.000	0.011	0.000	0.086	0.002	0.014	0.021	0.000	0.044	0.005	0.000	0.063	0.000
Classification_Of_Accident_P.D. only	0.994	1.000	0.011	0.004	0.015	0.000	0.000	0.047	0.000	0.008	0.034	0.032	0.006	0.100	0.124	0.121	0.089	0.005	0.003	0.029	0.000	0.001	0.090	0.083	0.031	0.092	0.200	0.573	0.720	0.011	0.301	0.238	0.093	0.112	0.054	0.243	0.288	0.138	0.040	0.022	0.008	0.036	0.000	0.000	0.033	0.033	0.007	0.000	0.011	0.000	0.084	0.001	0.013	0.022	0.000	0.046	0.005	0.000	0.061	0.000
Environment_Condition_Drifting Snow	0.011	0.011	1.000	0.000	0.006	0.000	0.019	0.021	0.000	0.000	0.029	0.000	0.012	0.048	0.010	0.010	0.011	0.000	0.008	0.021	0.000	0.000	0.010	0.022	0.020	0.000	0.000	0.000	0.015	0.000	0.002	0.006	0.000	0.000	0.000	0.000	0.000	0.000	0.007	0.062	0.000	0.097	0.000	0.000	0.053	0.013	0.000	0.000	0.017	0.000	0.023	0.000	0.000	0.000	0.000	0.002	0.000	0.000	0.019	0.000
Environment_Condition_Fog, mist, smoke, dust	0.002	0.004	0.000	1.000	0.003	0.000	0.015	0.016	0.000	0.000	0.000	0.004	0.010	0.044	0.007	0.007	0.010	0.000	0.029	0.037	0.000	0.000	0.007	0.014	0.030	0.006	0.007	0.000	0.000	0.000	0.000	0.000	0.009	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.009	0.000	0.003	0.000	0.002	0.000	0.000	0.039	0.000	0.014	0.000	0.000	0.000	0.000	0.010	0.000	0.000	0.019	0.000
Environment_Condition_Freezing Rain	0.015	0.015	0.006	0.003	1.000	0.000	0.038	0.042	0.000	0.000	0.029	0.000	0.021	0.069	0.000	0.016	0.022	0.000	0.011	0.047	0.002	0.000	0.009	0.026	0.023	0.000	0.005	0.005	0.012	0.000	0.008	0.015	0.000	0.000	0.003	0.004	0.000	0.008	0.001	0.375	0.000	0.009	0.000	0.000	0.000	0.085	0.000	0.000	0.014	0.000	0.026	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.023	0.000
Environment_Condition_Other	0.000	0.000	0.000	0.000	0.000	1.000	0.003	0.004	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.009	0.001	0.088	0.000	0.008	0.000	0.006	0.000	0.000	0.000	0.000	0.000	0.000	0.014	0.000	0.000	0.000	0.000	0.000	0.000	0.011	0.000	0.000	0.000	0.046	0.000	0.000	0.000	0.000	0.000	0.000	0.009	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.008	0.000
Environment_Condition_Rain	0.001	0.000	0.019	0.015	0.038	0.003	1.000	0.105	0.010	0.011	0.009	0.014	0.000	0.027	0.031	0.000	0.000	0.000	0.006	0.029	0.003	0.000	0.017	0.018	0.000	0.005	0.004	0.000	0.002	0.000	0.018	0.013	0.004	0.000	0.000	0.000	0.006	0.022	0.006	0.046	0.005	0.071	0.000	0.006	0.049	0.034	0.000	0.001	0.655	0.004	0.019	0.000	0.000	0.003	0.000	0.004	0.000	0.000	0.017	0.000
Environment_Condition_Snow	0.047	0.047	0.021	0.016	0.042	0.004	0.105	1.000	0.011	0.013	0.059	0.000	0.020	0.078	0.000	0.036	0.030	0.000	0.047	0.117	0.022	0.000	0.004	0.018	0.011	0.008	0.013	0.019	0.038	0.005	0.023	0.043	0.008	0.009	0.000	0.010	0.015	0.030	0.015	0.099	0.000	0.554	0.000	0.000	0.219	0.270	0.000	0.006	0.031	0.002	0.018	0.007	0.000	0.009	0.000	0.000	0.000	0.000	0.017	0.000
Environment_Condition_Strong wind	0.000	0.000	0.000	0.000	0.000	0.000	0.010	0.011	1.000	0.000	0.000	0.000	0.007	0.033	0.000	0.007	0.008	0.000	0.000	0.013	0.000	0.000	0.005	0.011	0.014	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.003	0.000	0.000	0.000	0.017	0.000	0.000	0.036	0.000	0.000	0.000	0.000	0.010	0.000	0.000	0.000	0.007	0.000	0.010	0.000	0.000	0.000	0.000	0.002	0.000	0.000	0.005	0.000
Environment_Condition_Unknown	0.008	0.008	0.000	0.000	0.000	0.000	0.011	0.013	0.000	1.000	0.000	0.000	0.012	0.000	0.051	0.004	0.008	0.000	0.004	0.025	0.003	0.000	0.090	0.023	0.008	0.000	0.000	0.000	0.005	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.013	0.011	0.000	0.006	0.000	0.098	0.000	0.000	0.017	0.304	0.000	0.000	0.022	0.000	0.000	0.000	0.000	0.001	0.000	0.000	0.019	0.000
Initial_Impact_Type_Approaching	0.030	0.034	0.029	0.000	0.029	0.000	0.009	0.059	0.000	0.000	1.000	0.019	0.087	0.053	0.037	0.050	0.042	0.000	0.017	0.013	0.000	0.000	0.023	0.083	0.027	0.029	0.033	0.003	0.032	0.000	0.017	0.000	0.033	0.025	0.054	0.012	0.054	0.000	0.000	0.047	0.000	0.050	0.000	0.000	0.038	0.024	0.000	0.000	0.011	0.000	0.082	0.000	0.000	0.006	0.000	0.009	0.000	0.000	0.074	0.006
Initial_Impact_Type_Other	0.032	0.032	0.000	0.004	0.000	0.000	0.014	0.000	0.000	0.000	0.019	1.000	0.111	0.068	0.047	0.064	0.053	0.004	0.000	0.027	0.012	0.000	0.029	0.036	0.000	0.000	0.000	0.021	0.023	0.000	0.013	0.004	0.000	0.000	0.004	0.000	0.000	0.007	0.004	0.006	0.000	0.002	0.000	0.000	0.014	0.000	0.000	0.000	0.010	0.000	0.036	0.000	0.000	0.012	0.000	0.000	0.000	0.000	0.029	0.008
Initial_Impact_Type_Rear end	0.002	0.006	0.012	0.010	0.021	0.000	0.000	0.020	0.007	0.012	0.087	0.111	1.000	0.307	0.213	0.286	0.240	0.015	0.010	0.138	0.021	0.006	0.132	0.157	0.066	0.026	0.046	0.072	0.050	0.018	0.102	0.080	0.026	0.000	0.012	0.048	0.015	0.031	0.109	0.016	0.011	0.034	0.000	0.009	0.042	0.016	0.000	0.004	0.000	0.008	0.157	0.001	0.008	0.025	0.009	0.071	0.000	0.000	0.205	0.028
Initial_Impact_Type_SMV other	0.096	0.100	0.048	0.044	0.069	0.000	0.027	0.078	0.033	0.000	0.053	0.068	0.307	1.000	0.131	0.177	0.148	0.003	0.058	0.192	0.011	0.000	0.076	0.228	0.191	0.040	0.068	0.003	0.096	0.057	0.325	0.053	0.041	0.019	0.008	0.038	0.022	0.058	0.045	0.087	0.033	0.064	0.005	0.021	0.011	0.019	0.004	0.008	0.018	0.000	0.227	0.000	0.007	0.008	0.000	0.041	0.006	0.000	0.199	0.015
Initial_Impact_Type_SMV unattended vehicle	0.123	0.124	0.010	0.007	0.000	0.000	0.031	0.000	0.000	0.051	0.037	0.047	0.213	0.131	1.000	0.123	0.103	0.035	0.029	0.191	0.029	0.028	0.614	0.305	0.069	0.008	0.024	0.072	0.088	0.006	0.040	0.039	0.008	0.014	0.004	0.032	0.035	0.025	0.031	0.009	0.000	0.013	0.006	0.000	0.089	0.013	0.000	0.015	0.041	0.004	0.304	0.000	0.002	0.034	0.000	0.087	0.000	0.000	0.241	0.017
Initial_Impact_Type_Sideswipe	0.119	0.121	0.010	0.007	0.016	0.000	0.000	0.036	0.007	0.004	0.050	0.064	0.286	0.177	0.123	1.000	0.138	0.008	0.008	0.071	0.000	0.000	0.074	0.015	0.049	0.016	0.029	0.064	0.088	0.009	0.059	0.000	0.016	0.014	0.007	0.030	0.040	0.011	0.023	0.044	0.006	0.027	0.000	0.003	0.031	0.010	0.000	0.000	0.005	0.000	0.015	0.007	0.005	0.051	0.000	0.083	0.000	0.000	0.028	0.012
Initial_Impact_Type_Turning movement	0.089	0.089	0.011	0.010	0.022	0.000	0.000	0.030	0.008	0.008	0.042	0.053	0.240	0.148	0.103	0.138	1.000	0.000	0.003	0.009	0.016	0.000	0.065	0.184	0.032	0.000	0.022	0.023	0.086	0.005	0.049	0.098	0.000	0.017	0.004	0.027	0.070	0.024	0.022	0.049	0.005	0.019	0.000	0.003	0.021	0.012	0.000	0.006	0.010	0.000	0.181	0.000	0.000	0.036	0.000	0.005	0.000	0.000	0.190	0.005
Lat	0.004	0.005	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.004	0.015	0.003	0.035	0.008	0.000	1.000	0.000	0.002	0.000	0.000	0.029	0.006	0.597	0.000	0.000	0.000	0.002	0.000	0.000	0.000	0.000	-0.015	-0.007	0.004	-0.023	0.000	0.071	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.006	0.000	0.000	0.000	0.000	0.003	0.000	0.000	0.000	0.000
Light_Dawn	0.004	0.003	0.008	0.029	0.011	0.000	0.006	0.047	0.000	0.004	0.017	0.000	0.010	0.058	0.029	0.008	0.003	0.000	1.000	0.223	0.034	0.000	0.030	0.027	0.028	0.002	0.000	0.004	0.000	0.000	0.000	0.013	0.005	0.002	0.000	0.000	0.000	0.000	0.016	0.050	0.000	0.037	0.000	0.000	0.014	0.015	0.000	0.000	0.018	0.000	0.026	0.000	0.000	0.000	0.002	0.011	0.000	0.000	0.017	0.006
Light_Daylight	0.030	0.029	0.021	0.037	0.047	0.009	0.029	0.117	0.013	0.025	0.013	0.027	0.138	0.192	0.191	0.071	0.009	0.002	0.223	1.000	0.312	0.015	0.274	0.133	0.051	0.007	0.010	0.037	0.011	0.000	0.022	0.043	0.007	0.000	0.000	0.015	0.000	0.017	0.020	0.069	0.000	0.094	0.006	0.012	0.056	0.045	0.000	0.012	0.064	0.006	0.132	0.007	0.000	0.010	0.000	0.047	0.001	0.000	0.098	0.016
Light_Dusk	0.000	0.000	0.000	0.000	0.002	0.001	0.003	0.022	0.000	0.003	0.000	0.012	0.021	0.011	0.029	0.000	0.016	0.000	0.034	0.312	1.000	0.000	0.042	0.020	0.000	0.002	0.001	0.000	0.000	0.000	0.000	0.007	0.000	0.013	0.000	0.007	0.013	0.000	0.000	0.000	0.000	0.009	0.000	0.000	0.000	0.020	0.000	0.000	0.034	0.000	0.020	0.002	0.008	0.005	0.000	0.003	0.000	0.006	0.016	0.000
Light_Other	0.001	0.001	0.000	0.000	0.000	0.088	0.000	0.000	0.000	0.000	0.000	0.000	0.006	0.000	0.028	0.000	0.000	0.000	0.000	0.015	0.000	1.000	0.000	0.011	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.005	0.000	0.000	0.000	0.079	0.000	0.000	0.000	0.000	0.000	0.000	0.011	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.008	0.000
Light_Unknown	0.089	0.090	0.010	0.007	0.009	0.000	0.017	0.004	0.005	0.090	0.023	0.029	0.132	0.076	0.614	0.074	0.065	0.029	0.030	0.274	0.042	0.000	1.000	0.195	0.052	0.007	0.017	0.051	0.065	0.001	0.028	0.025	0.006	0.008	0.000	0.019	0.024	0.017	0.018	0.014	0.000	0.012	0.000	0.017	0.063	0.009	0.000	0.032	0.021	0.000	0.193	0.000	0.000	0.020	0.000	0.058	0.000	0.000	0.152	0.011
Location_Type_Midblock	0.084	0.083	0.022	0.014	0.026	0.008	0.018	0.018	0.011	0.023	0.083	0.036	0.157	0.228	0.305	0.015	0.184	0.006	0.027	0.133	0.020	0.011	0.195	1.000	0.103	0.008	0.008	0.065	0.050	0.005	0.057	0.049	0.009	0.012	0.005	0.029	0.029	0.007	0.034	0.029	0.011	0.026	0.006	0.013	0.035	0.008	0.000	0.013	0.028	0.018	0.986	0.021	0.007	0.107	0.006	0.322	0.007	0.009	0.757	0.070
Long	0.031	0.031	0.020	0.030	0.023	0.000	0.000	0.011	0.014	0.008	0.027	0.000	0.066	0.191	0.069	0.049	0.032	0.597	0.028	0.051	0.000	0.000	0.052	0.103	1.000	0.014	0.009	0.017	0.028	0.001	0.013	0.016	0.008	0.028	0.009	0.014	0.024	0.000	0.044	0.025	0.012	0.010	0.000	0.012	0.000	0.000	0.000	0.000	0.000	0.001	0.101	0.010	0.000	0.075	0.012	0.007	0.000	0.000	0.099	0.010
Max_Injury_Fatal	0.019	0.092	0.000	0.006	0.000	0.006	0.005	0.008	0.000	0.000	0.029	0.000	0.026	0.040	0.008	0.016	0.000	0.000	0.002	0.007	0.002	0.000	0.007	0.008	0.014	1.000	0.000	0.010	0.014	0.000	0.077	0.014	1.000	0.096	0.097	0.084	0.087	0.063	0.000	0.000	0.002	0.005	0.000	0.000	0.000	0.002	0.000	0.005	0.000	0.000	0.007	0.000	0.000	0.001	0.000	0.014	0.000	0.014	0.017	0.000
Max_Injury_Major	0.201	0.200	0.000	0.007	0.005	0.000	0.004	0.013	0.000	0.000	0.033	0.000	0.046	0.068	0.024	0.029	0.022	0.000	0.000	0.010	0.001	0.000	0.017	0.008	0.009	0.000	1.000	0.025	0.031	0.000	0.144	0.074	0.000	0.087	0.248	0.008	0.041	0.135	0.012	0.007	0.000	0.015	0.000	0.000	0.005	0.009	0.000	0.000	0.006	0.000	0.008	0.000	0.000	0.002	0.000	0.019	0.000	0.000	0.000	0.000
Max_Injury_Minimal	0.576	0.573	0.000	0.000	0.005	0.000	0.000	0.019	0.000	0.000	0.003	0.021	0.072	0.003	0.072	0.064	0.023	0.000	0.004	0.037	0.000	0.000	0.051	0.065	0.017	0.010	0.025	1.000	0.090	0.005	0.124	0.130	0.010	0.022	0.003	0.364	0.035	0.023	0.007	0.006	0.000	0.019	0.000	0.000	0.010	0.015	0.004	0.000	0.006	0.000	0.066	0.000	0.004	0.003	0.000	0.012	0.002	0.000	0.059	0.000
Max_Injury_Minor	0.725	0.720	0.015	0.000	0.012	0.000	0.002	0.038	0.000	0.005	0.032	0.023	0.050	0.096	0.088	0.088	0.086	0.002	0.000	0.011	0.000	0.000	0.065	0.050	0.028	0.014	0.031	0.090	1.000	0.007	0.225	0.171	0.013	0.090	0.006	0.007	0.381	0.105	0.041	0.019	0.010	0.024	0.000	0.000	0.031	0.025	0.000	0.000	0.010	0.000	0.051	0.000	0.009	0.022	0.000	0.039	0.000	0.000	0.032	0.003
Max_Injury_None	0.011	0.011	0.000	0.000	0.000	0.000	0.000	0.005	0.000	0.000	0.000	0.000	0.018	0.057	0.006	0.009	0.005	0.000	0.000	0.000	0.000	0.000	0.001	0.005	0.001	0.000	0.000	0.005	0.007	1.000	0.182	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.004	0.000	0.000	0.000	0.000	0.000	0.000	0.005	0.000	0.007	0.000	0.000	0.000	0.000	0.007	0.023	0.000	0.000	0.000
Num_Of_Pedestrians	0.294	0.301	0.002	0.000	0.008	0.000	0.018	0.023	0.000	0.000	0.017	0.013	0.102	0.325	0.040	0.059	0.049	0.000	0.000	0.022	0.000	0.000	0.028	0.057	0.013	0.077	0.144	0.124	0.225	0.182	1.000	0.007	0.052	0.019	0.011	0.026	0.057	0.000	0.004	0.019	0.000	0.018	0.000	0.000	0.012	0.013	0.000	0.000	0.031	0.000	0.058	0.017	0.028	0.011	0.000	0.018	0.032	0.000	0.049	0.001
Num_of_Bicycles	0.238	0.238	0.006	0.000	0.015	0.000	0.013	0.043	0.000	0.000	0.000	0.004	0.080	0.053	0.039	0.000	0.098	0.000	0.013	0.043	0.007	0.000	0.025	0.049	0.016	0.014	0.074	0.130	0.171	0.000	0.007	1.000	0.007	0.000	0.000	0.017	0.031	0.000	0.029	0.026	0.000	0.033	0.000	0.000	0.021	0.023	0.000	0.000	0.029	0.010	0.047	0.015	0.000	0.000	0.000	0.060	0.000	0.000	0.004	0.003
Num_of_Fatal_Injuries	0.019	0.093	0.000	0.009	0.000	0.014	0.004	0.008	0.003	0.000	0.033	0.000	0.026	0.041	0.008	0.016	0.000	0.000	0.005	0.007	0.000	0.000	0.006	0.009	0.008	1.000	0.000	0.010	0.013	0.000	0.052	0.007	1.000	0.578	0.578	0.577	0.578	0.038	0.000	0.000	0.007	0.004	0.000	0.000	0.000	0.005	0.000	0.162	0.000	0.000	0.008	0.000	0.000	0.000	0.000	0.014	0.000	0.030	0.017	0.000
Num_of_Injuries	0.107	0.112	0.000	0.000	0.000	0.000	0.000	0.009	0.000	0.000	0.025	0.000	0.000	0.019	0.014	0.014	0.017	-0.015	0.002	0.000	0.013	0.000	0.008	0.012	0.028	0.096	0.087	0.022	0.090	0.000	0.019	0.000	0.578	1.000	0.209	0.622	0.735	0.000	0.031	0.000	0.000	0.000	0.000	0.000	0.003	0.000	0.000	0.162	0.000	0.000	0.012	0.000	0.000	0.000	0.000	0.013	0.000	0.000	0.004	0.000
Num_of_Major_Injuries	0.049	0.054	0.000	0.000	0.003	0.000	0.000	0.000	0.000	0.000	0.054	0.004	0.012	0.008	0.004	0.007	0.004	-0.007	0.000	0.000	0.000	0.000	0.000	0.005	0.009	0.097	0.248	0.003	0.006	0.000	0.011	0.000	0.578	0.209	1.000	0.009	0.042	0.012	-0.031	0.000	0.000	0.002	0.000	0.000	0.000	0.000	0.000	0.162	0.000	0.000	0.006	0.000	0.000	0.000	0.000	0.012	0.000	0.000	0.004	0.000
Num_of_Minimal_Injuries	0.244	0.243	0.000	0.000	0.004	0.000	0.000	0.010	0.000	0.000	0.012	0.000	0.048	0.038	0.032	0.030	0.027	0.004	0.000	0.015	0.007	0.000	0.019	0.029	0.014	0.084	0.008	0.364	0.007	0.000	0.026	0.017	0.577	0.622	0.009	1.000	0.012	0.000	0.066	0.001	0.000	0.008	0.000	0.000	0.000	0.000	0.000	0.162	0.000	0.000	0.029	0.000	0.013	0.000	0.000	0.014	0.000	0.000	0.028	0.000
Num_of_Minor_Injuries	0.288	0.288	0.000	0.000	0.000	0.000	0.006	0.015	0.017	0.000	0.054	0.000	0.015	0.022	0.035	0.040	0.070	-0.023	0.000	0.000	0.013	0.000	0.024	0.029	0.024	0.087	0.041	0.035	0.381	0.000	0.057	0.031	0.578	0.735	0.042	0.012	1.000	0.011	0.011	0.000	0.000	0.008	0.000	0.000	0.010	0.004	0.000	0.162	0.009	0.000	0.030	0.000	0.000	0.010	0.000	0.018	0.000	0.000	0.024	0.000
Num_of_Motorcycles	0.131	0.138	0.000	0.000	0.008	0.000	0.022	0.030	0.000	0.000	0.000	0.007	0.031	0.058	0.025	0.011	0.024	0.000	0.000	0.017	0.000	0.000	0.017	0.007	0.000	0.063	0.135	0.023	0.105	0.000	0.000	0.000	0.038	0.000	0.012	0.000	0.011	1.000	0.000	0.016	0.058	0.023	0.000	0.000	0.013	0.016	0.378	0.000	0.033	0.010	0.008	0.000	0.000	0.000	0.000	0.022	0.000	0.000	0.020	0.000
Num_of_Vehicle	0.041	0.040	0.007	0.000	0.001	0.000	0.006	0.015	0.000	0.013	0.000	0.004	0.109	0.045	0.031	0.023	0.022	0.071	0.016	0.020	0.000	0.000	0.018	0.034	0.044	0.000	0.012	0.007	0.041	0.000	0.004	0.029	0.000	0.031	-0.031	0.066	0.011	0.000	1.000	0.020	0.000	0.004	0.007	0.000	0.005	0.009	0.000	0.000	0.009	0.007	0.033	0.000	0.000	0.008	0.000	0.018	0.000	0.000	0.017	0.000
Road_Surface_Condition_Ice	0.022	0.022	0.062	0.000	0.375	0.011	0.046	0.099	0.036	0.011	0.047	0.006	0.016	0.087	0.009	0.044	0.049	0.000	0.050	0.069	0.000	0.005	0.014	0.029	0.025	0.000	0.007	0.006	0.019	0.000	0.019	0.026	0.000	0.000	0.000	0.001	0.000	0.016	0.020	1.000	0.003	0.052	0.000	0.000	0.034	0.039	0.000	0.000	0.093	0.000	0.029	0.000	0.000	0.000	0.000	0.006	0.000	0.000	0.034	0.000
Road_Surface_Condition_Loose sand or gravel	0.007	0.008	0.000	0.000	0.000	0.000	0.005	0.000	0.000	0.000	0.000	0.000	0.011	0.033	0.000	0.006	0.005	0.000	0.000	0.000	0.000	0.000	0.000	0.011	0.012	0.002	0.000	0.000	0.010	0.000	0.000	0.000	0.007	0.000	0.000	0.000	0.000	0.058	0.000	0.003	1.000	0.005	0.000	0.000	0.000	0.002	0.000	0.000	0.012	0.000	0.012	0.000	0.000	0.000	0.000	0.001	0.000	0.000	0.014	0.000
Road_Surface_Condition_Loose snow	0.036	0.036	0.097	0.009	0.009	0.000	0.071	0.554	0.000	0.006	0.050	0.002	0.034	0.064	0.013	0.027	0.019	0.000	0.037	0.094	0.009	0.000	0.012	0.026	0.010	0.005	0.015	0.019	0.024	0.004	0.018	0.033	0.004	0.000	0.002	0.008	0.008	0.023	0.004	0.052	0.005	1.000	0.000	0.002	0.042	0.048	0.000	0.003	0.115	0.002	0.027	0.000	0.000	0.005	0.000	0.000	0.000	0.000	0.026	0.000
Road_Surface_Condition_Mud	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.005	0.006	0.000	0.000	0.000	0.000	0.006	0.000	0.000	0.000	0.006	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.007	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.001	0.000	0.006	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.005	0.000
Road_Surface_Condition_Other	0.000	0.000	0.000	0.003	0.000	0.046	0.006	0.000	0.000	0.098	0.000	0.000	0.009	0.021	0.000	0.003	0.003	0.000	0.000	0.012	0.000	0.079	0.017	0.013	0.012	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.002	0.000	1.000	0.000	0.000	0.000	0.000	0.008	0.000	0.013	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.011	0.000
Road_Surface_Condition_Packed snow	0.033	0.033	0.053	0.000	0.000	0.000	0.049	0.219	0.010	0.000	0.038	0.014	0.042	0.011	0.089	0.031	0.021	0.000	0.014	0.056	0.000	0.000	0.063	0.035	0.000	0.000	0.005	0.010	0.031	0.000	0.012	0.021	0.000	0.003	0.000	0.000	0.010	0.013	0.005	0.034	0.000	0.042	0.000	0.000	1.000	0.031	0.000	0.000	0.076	0.000	0.036	0.000	0.000	0.009	0.000	0.010	0.000	0.000	0.041	0.000
Road_Surface_Condition_Slush	0.033	0.033	0.013	0.002	0.085	0.000	0.034	0.270	0.000	0.000	0.024	0.000	0.016	0.019	0.013	0.010	0.012	0.000	0.015	0.045	0.020	0.000	0.009	0.008	0.000	0.002	0.009	0.015	0.025	0.000	0.013	0.023	0.005	0.000	0.000	0.000	0.004	0.016	0.009	0.039	0.002	0.048	0.000	0.000	0.031	1.000	0.000	0.000	0.086	0.000	0.007	0.000	0.000	0.008	0.000	0.000	0.000	0.000	0.006	0.000
Road_Surface_Condition_Spilled liquid	0.007	0.007	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.017	0.000	0.000	0.000	0.004	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.004	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.378	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.008
Road_Surface_Condition_Unknown	0.000	0.000	0.000	0.000	0.000	0.000	0.001	0.006	0.000	0.304	0.000	0.000	0.004	0.008	0.015	0.000	0.006	0.000	0.000	0.012	0.000	0.000	0.032	0.013	0.000	0.005	0.000	0.000	0.000	0.000	0.000	0.000	0.162	0.162	0.162	0.162	0.162	0.000	0.000	0.000	0.000	0.003	0.000	0.000	0.000	0.000	0.000	1.000	0.009	0.000	0.012	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.010	0.000
Road_Surface_Condition_Wet	0.011	0.011	0.017	0.039	0.014	0.000	0.655	0.031	0.007	0.000	0.011	0.010	0.000	0.018	0.041	0.005	0.010	0.000	0.018	0.064	0.034	0.000	0.021	0.028	0.000	0.000	0.006	0.006	0.010	0.005	0.031	0.029	0.000	0.000	0.000	0.000	0.009	0.033	0.009	0.093	0.012	0.115	0.001	0.008	0.076	0.086	0.000	0.009	1.000	0.006	0.029	0.000	0.000	0.001	0.000	0.010	0.000	0.006	0.024	0.000
Traffic_Control_MPS	0.000	0.000	0.000	0.000	0.000	0.000	0.004	0.002	0.000	0.000	0.000	0.000	0.008	0.000	0.004	0.000	0.000	0.000	0.000	0.006	0.000	0.000	0.000	0.018	0.001	0.000	0.000	0.000	0.000	0.000	0.000	0.010	0.000	0.000	0.000	0.000	0.000	0.010	0.007	0.000	0.000	0.002	0.000	0.000	0.000	0.000	0.000	0.000	0.006	1.000	0.019	0.000	0.000	0.000	0.000	0.005	0.000	0.000	0.016	0.000
Traffic_Control_No control	0.086	0.084	0.023	0.014	0.026	0.009	0.019	0.018	0.010	0.022	0.082	0.036	0.157	0.227	0.304	0.015	0.181	0.006	0.026	0.132	0.020	0.011	0.193	0.986	0.101	0.007	0.008	0.066	0.051	0.007	0.058	0.047	0.008	0.012	0.006	0.029	0.030	0.008	0.033	0.029	0.012	0.027	0.006	0.013	0.036	0.007	0.000	0.012	0.029	0.019	1.000	0.023	0.016	0.108	0.005	0.326	0.008	0.007	0.767	0.071
Traffic_Control_Other	0.002	0.001	0.000	0.000	0.000	0.000	0.000	0.007	0.000	0.000	0.000	0.000	0.001	0.000	0.000	0.007	0.000	0.000	0.000	0.007	0.002	0.000	0.000	0.021	0.010	0.000	0.000	0.000	0.000	0.000	0.017	0.015	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.023	1.000	0.000	0.000	0.000	0.007	0.000	0.000	0.020	0.000
Traffic_Control_Ped. crossover	0.014	0.013	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.008	0.007	0.002	0.005	0.000	0.000	0.000	0.000	0.008	0.000	0.000	0.007	0.000	0.000	0.000	0.004	0.009	0.000	0.028	0.000	0.000	0.000	0.000	0.013	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.016	0.000	1.000	0.000	0.000	0.004	0.000	0.000	0.014	0.000
Traffic_Control_Roundabout	0.021	0.022	0.000	0.000	0.000	0.000	0.003	0.009	0.000	0.000	0.006	0.012	0.025	0.008	0.034	0.051	0.036	0.000	0.000	0.010	0.005	0.000	0.020	0.107	0.075	0.001	0.002	0.003	0.022	0.000	0.011	0.000	0.000	0.000	0.000	0.000	0.010	0.000	0.008	0.000	0.000	0.005	0.000	0.000	0.009	0.008	0.000	0.000	0.001	0.000	0.108	0.000	0.000	1.000	0.000	0.040	0.000	0.000	0.095	0.007
Traffic_Control_School bus	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.009	0.000	0.000	0.000	0.000	0.000	0.002	0.000	0.000	0.000	0.000	0.006	0.012	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.005	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.004	0.000
Traffic_Control_Stop sign	0.044	0.046	0.002	0.010	0.000	0.000	0.004	0.000	0.002	0.001	0.009	0.000	0.071	0.041	0.087	0.083	0.005	0.003	0.011	0.047	0.003	0.000	0.058	0.322	0.007	0.014	0.019	0.012	0.039	0.007	0.018	0.060	0.014	0.013	0.012	0.014	0.018	0.022	0.018	0.006	0.001	0.000	0.000	0.000	0.010	0.000	0.000	0.000	0.010	0.005	0.326	0.007	0.004	0.040	0.000	1.000	0.000	0.000	0.289	0.026
Traffic_Control_Traffic controller	0.005	0.005	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.006	0.000	0.000	0.000	0.000	0.000	0.001	0.000	0.000	0.000	0.007	0.000	0.000	0.000	0.002	0.000	0.023	0.032	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.008	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.007	0.000
Traffic_Control_Traffic gate	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.006	0.000	0.000	0.009	0.000	0.014	0.000	0.000	0.000	0.000	0.000	0.000	0.030	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.006	0.000	0.007	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.006	0.000
Traffic_Control_Traffic signal	0.063	0.061	0.019	0.019	0.023	0.008	0.017	0.017	0.005	0.019	0.074	0.029	0.205	0.199	0.241	0.028	0.190	0.000	0.017	0.098	0.016	0.008	0.152	0.757	0.099	0.017	0.000	0.059	0.032	0.000	0.049	0.004	0.017	0.004	0.004	0.028	0.024	0.020	0.017	0.034	0.014	0.026	0.005	0.011	0.041	0.006	0.000	0.010	0.024	0.016	0.767	0.020	0.014	0.095	0.004	0.289	0.007	0.006	1.000	0.062
Traffic_Control_Yield sign	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.006	0.008	0.028	0.015	0.017	0.012	0.005	0.000	0.006	0.016	0.000	0.000	0.011	0.070	0.010	0.000	0.000	0.000	0.003	0.000	0.001	0.003	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.008	0.000	0.000	0.000	0.071	0.000	0.000	0.007	0.000	0.026	0.000	0.000	0.062	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	Num_of_Vehicle	Num_of_Injuries	Num_of_Minor_Injuries	Lat	Long	Accident_Timestamp	Location_Type_Midblock	Classification_Of_Accident_Non-fatal injury	Classification_Of_Accident_P.D. only	Initial_Impact_Type_Approaching	Initial_Impact_Type_Other	Initial_Impact_Type_Rear end	Initial_Impact_Type_SMV other	Initial_Impact_Type_SMV unattended vehicle	Initial_Impact_Type_Sideswipe	Initial_Impact_Type_Turning movement	Road_Surface_Condition_Ice	Road_Surface_Condition_Loose sand or gravel	Road_Surface_Condition_Loose snow	Road_Surface_Condition_Mud	Road_Surface_Condition_Other	Road_Surface_Condition_Packed snow	Road_Surface_Condition_Slush	Road_Surface_Condition_Spilled liquid	Road_Surface_Condition_Unknown	Road_Surface_Condition_Wet	Environment_Condition_Drifting Snow	Environment_Condition_Fog, mist, smoke, dust	Environment_Condition_Freezing Rain	Environment_Condition_Other	Environment_Condition_Rain	Environment_Condition_Snow	Environment_Condition_Strong wind	Environment_Condition_Unknown	Light_Dawn	Light_Daylight	Light_Dusk	Light_Other	Light_Unknown	Traffic_Control_MPS	Traffic_Control_No control	Traffic_Control_Other	Traffic_Control_Ped. crossover	Traffic_Control_Roundabout	Traffic_Control_School bus	Traffic_Control_Stop sign	Traffic_Control_Traffic controller	Traffic_Control_Traffic gate	Traffic_Control_Traffic signal	Traffic_Control_Yield sign	Max_Injury_Fatal	Max_Injury_Major	Max_Injury_Minimal	Max_Injury_Minor	Max_Injury_None
0	1	0.0	0.0	45.254481	-75.931061	2017-01-01 01:28:00	True	False	True	False	False	False	True	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False
1	2	0.0	0.0	45.428323	-75.663225	2017-01-01 03:16:00	True	False	True	False	False	False	False	False	True	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False
2	1	0.0	0.0	45.324735	-75.826700	2017-01-01 07:17:00	False	False	True	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False
3	2	0.0	0.0	45.338011	-75.725984	2017-01-01 08:58:00	False	False	True	False	False	True	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False
4	2	0.0	0.0	45.383786	-75.671842	2017-01-01 11:41:00	False	False	True	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False
5	2	1.0	1.0	45.361850	-75.791232	2017-01-01 12:08:00	False	True	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	True	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	True	False
6	1	0.0	0.0	45.452156	-75.594470	2017-01-01 13:58:00	True	False	True	False	False	False	False	True	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	True	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False
7	2	0.0	0.0	45.319864	-75.782571	2017-01-01 20:26:00	True	False	True	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False
8	1	0.0	0.0	45.424814	-75.657416	2017-01-01 20:43:00	False	False	True	False	False	False	True	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False
9	1	0.0	0.0	45.358637	-75.746190	2017-01-01 21:40:00	False	False	True	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False

	Num_of_Vehicle	Lat	Long	Accident_Timestamp	Location_Type_Midblock	Classification_Of_Accident_Non-fatal injury	Classification_Of_Accident_P.D. only	Initial_Impact_Type_Approaching	Initial_Impact_Type_Other	Initial_Impact_Type_Rear end	Initial_Impact_Type_SMV other	Initial_Impact_Type_SMV unattended vehicle	Initial_Impact_Type_Sideswipe	Initial_Impact_Type_Turning movement	Road_Surface_Condition_Ice	Road_Surface_Condition_Loose sand or gravel	Road_Surface_Condition_Loose snow	Road_Surface_Condition_Mud	Road_Surface_Condition_Other	Road_Surface_Condition_Packed snow	Road_Surface_Condition_Slush	Road_Surface_Condition_Spilled liquid	Road_Surface_Condition_Unknown	Road_Surface_Condition_Wet	Environment_Condition_Drifting Snow	Environment_Condition_Fog, mist, smoke, dust	Environment_Condition_Freezing Rain	Environment_Condition_Other	Environment_Condition_Rain	Environment_Condition_Snow	Environment_Condition_Strong wind	Environment_Condition_Unknown	Light_Dawn	Light_Daylight	Light_Dusk	Light_Other	Light_Unknown	Traffic_Control_MPS	Traffic_Control_No control	Traffic_Control_Other	Traffic_Control_Ped. crossover	Traffic_Control_Roundabout	Traffic_Control_School bus	Traffic_Control_Stop sign	Traffic_Control_Traffic controller	Traffic_Control_Traffic gate	Traffic_Control_Traffic signal	Traffic_Control_Yield sign	Max_Injury_Fatal	Max_Injury_Major	Max_Injury_Minimal	Max_Injury_Minor	Max_Injury_None
74602	2	45.353079	-75.783496	2022-05-31 07:00:00	True	False	True	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False
74603	1	45.291036	-76.012286	2022-05-31 14:50:00	True	False	True	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False
74604	1	45.210216	-75.734365	2022-06-01 09:30:00	True	False	True	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	True	False	False	False	False	True	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False
74605	2	45.358515	-75.772919	2022-06-02 08:28:00	True	False	True	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False
74606	2	45.417398	-75.658775	2022-06-02 12:38:00	True	False	True	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False
74607	2	45.362241	-76.233622	2022-06-03 11:52:00	True	False	True	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False
74608	1	45.338743	-75.841195	2022-06-03 12:10:00	True	False	True	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False
74609	5	45.372274	-75.752376	2022-06-03 14:50:00	True	False	True	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False
74610	3	45.409077	-75.691488	2022-06-03 14:58:00	True	False	True	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False
74611	2	45.276966	-75.800863	2022-06-03 17:05:00	True	False	True	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False

Duplicate rows

Most frequently occurring

	Num_of_Vehicle	Num_of_Bicycles	Num_of_Injuries	Num_of_Minimal_Injuries	Lat	Long	Accident_Timestamp	Location_Type_Midblock	Classification_Of_Accident_Non-fatal injury	Classification_Of_Accident_P.D. only	Initial_Impact_Type_Approaching	Initial_Impact_Type_Other	Initial_Impact_Type_Rear end	Initial_Impact_Type_SMV other	Initial_Impact_Type_SMV unattended vehicle	Initial_Impact_Type_Sideswipe	Initial_Impact_Type_Turning movement	Road_Surface_Condition_Ice	Road_Surface_Condition_Loose sand or gravel	Road_Surface_Condition_Loose snow	Road_Surface_Condition_Mud	Road_Surface_Condition_Other	Road_Surface_Condition_Packed snow	Road_Surface_Condition_Slush	Road_Surface_Condition_Spilled liquid	Road_Surface_Condition_Unknown	Road_Surface_Condition_Wet	Environment_Condition_Drifting Snow	Environment_Condition_Fog, mist, smoke, dust	Environment_Condition_Freezing Rain	Environment_Condition_Other	Environment_Condition_Rain	Environment_Condition_Snow	Environment_Condition_Strong wind	Environment_Condition_Unknown	Light_Dawn	Light_Daylight	Light_Dusk	Light_Other	Light_Unknown	Traffic_Control_MPS	Traffic_Control_No control	Traffic_Control_Other	Traffic_Control_Ped. crossover	Traffic_Control_Roundabout	Traffic_Control_School bus	Traffic_Control_Stop sign	Traffic_Control_Traffic controller	Traffic_Control_Traffic gate	Traffic_Control_Traffic signal	Traffic_Control_Yield sign	Max_Injury_Fatal	Max_Injury_Major	Max_Injury_Minimal	Max_Injury_Minor	Max_Injury_None	# duplicates
0	1	0.0	0.0	0.0	45.484600	-75.498103	2018-11-12 07:08:00	False	False	True	False	False	False	True	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	2
1	2	0.0	0.0	0.0	45.370006	-75.698201	2017-09-19 22:38:00	False	False	True	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	2
2	2	0.0	0.0	0.0	45.373718	-75.684348	2018-02-21 20:49:00	False	False	True	False	False	False	False	False	True	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	2
3	2	0.0	0.0	0.0	45.378572	-75.667552	2019-11-02 19:45:00	False	False	True	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	2
4	2	0.0	0.0	0.0	45.389919	-75.693859	2018-09-17 17:50:00	False	False	True	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	2
5	2	0.0	0.0	0.0	45.438357	-75.677767	2020-09-19 12:30:00	False	False	True	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	2
6	2	0.0	0.0	0.0	45.445510	-75.498398	2022-05-10 12:00:00	False	False	True	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	2
7	2	1.0	1.0	1.0	45.421395	-75.698842	2022-10-03 15:30:00	False	True	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	False	False	False	False	False	False	False	False	False	True	False	False	False	True	False	False	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring